{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.3.1'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "pd.__version__  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.12.8b9'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import mplfinance as mpf\n",
    "mpf.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## Highlighting Moving Average Crossovers\n",
    "\n",
    "### Issue #518  https://github.com/matplotlib/mplfinance/issues/518"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',\n",
    "                 index_col=0,parse_dates=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.iloc[0:int(len(df)/2.5)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Get mplfinance mav values:\n",
    "cvals = {}\n",
    "mpf.plot(df,mav=(8,16),return_calculated_values=cvals)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a DataFrame from the mav values:\n",
    "mdf = pd.DataFrame(dict(mav8=cvals['mav8'],mav16=cvals['mav16']))\n",
    "mdf.index = df.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add a column that is the difference between the two mav values:\n",
    "mdf['delta'] = mdf['mav8'] - mdf['mav16']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mav8</th>\n",
       "      <th>mav16</th>\n",
       "      <th>delta</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-07-21</th>\n",
       "      <td>132.042498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-22</th>\n",
       "      <td>132.439999</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-25</th>\n",
       "      <td>132.688749</td>\n",
       "      <td>133.011249</td>\n",
       "      <td>-0.322499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-26</th>\n",
       "      <td>132.988751</td>\n",
       "      <td>132.974374</td>\n",
       "      <td>0.014377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-27</th>\n",
       "      <td>132.852501</td>\n",
       "      <td>132.773749</td>\n",
       "      <td>0.078752</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  mav8       mav16     delta\n",
       "Date                                        \n",
       "2011-07-21  132.042498         NaN       NaN\n",
       "2011-07-22  132.439999         NaN       NaN\n",
       "2011-07-25  132.688749  133.011249 -0.322499\n",
       "2011-07-26  132.988751  132.974374  0.014377\n",
       "2011-07-27  132.852501  132.773749  0.078752"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mav8</th>\n",
       "      <th>mav16</th>\n",
       "      <th>delta</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-11-15</th>\n",
       "      <td>125.662501</td>\n",
       "      <td>125.476252</td>\n",
       "      <td>0.186250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-11-16</th>\n",
       "      <td>125.487501</td>\n",
       "      <td>125.540627</td>\n",
       "      <td>-0.053125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-11-17</th>\n",
       "      <td>124.968751</td>\n",
       "      <td>125.403751</td>\n",
       "      <td>-0.435000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-11-18</th>\n",
       "      <td>124.231252</td>\n",
       "      <td>124.988126</td>\n",
       "      <td>-0.756874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-11-21</th>\n",
       "      <td>123.793752</td>\n",
       "      <td>124.429376</td>\n",
       "      <td>-0.635624</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  mav8       mav16     delta\n",
       "Date                                        \n",
       "2011-11-15  125.662501  125.476252  0.186250\n",
       "2011-11-16  125.487501  125.540627 -0.053125\n",
       "2011-11-17  124.968751  125.403751 -0.435000\n",
       "2011-11-18  124.231252  124.988126 -0.756874\n",
       "2011-11-21  123.793752  124.429376 -0.635624"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mdf.iloc[13:].head()\n",
    "mdf.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Date'>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the delta just for fun:\n",
    "mdf.iloc[17:].plot(y=['delta'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mav8</th>\n",
       "      <th>mav16</th>\n",
       "      <th>delta</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-07-21</th>\n",
       "      <td>132.042498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-22</th>\n",
       "      <td>132.439999</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-25</th>\n",
       "      <td>132.688749</td>\n",
       "      <td>133.011249</td>\n",
       "      <td>-0.322499</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  mav8       mav16     delta\n",
       "Date                                        \n",
       "2011-07-21  132.042498         NaN       NaN\n",
       "2011-07-22  132.439999         NaN       NaN\n",
       "2011-07-25  132.688749  133.011249 -0.322499"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mav8</th>\n",
       "      <th>mav16</th>\n",
       "      <th>delta</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-11-17</th>\n",
       "      <td>124.968751</td>\n",
       "      <td>125.403751</td>\n",
       "      <td>-0.435000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-11-18</th>\n",
       "      <td>124.231252</td>\n",
       "      <td>124.988126</td>\n",
       "      <td>-0.756874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-11-21</th>\n",
       "      <td>123.793752</td>\n",
       "      <td>124.429376</td>\n",
       "      <td>-0.635624</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  mav8       mav16     delta\n",
       "Date                                        \n",
       "2011-11-17  124.968751  125.403751 -0.435000\n",
       "2011-11-18  124.231252  124.988126 -0.756874\n",
       "2011-11-21  123.793752  124.429376 -0.635624"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mdf.head(16).iloc[-3:]\n",
    "mdf.tail(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "- The loop in the next notebook cell iterates through the rows of the moving average dataframe, and find the point immediately following where the two moving averages have crossed.  \n",
    "\n",
    "\n",
    "- It then compares the absolute value of the moving average at that point, with the absolute value of the moving average at the previous point, to see which is smaller: thus choosing the row where the two moving averages are closest together.\n",
    "\n",
    "  - This is _not_ the exact crossover point, but it is the row closest to the exact crossover point.\n",
    "  - We then update the list of scatter points at this row with _the average of the two moving averages at that row._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "prev   = mdf['delta'].iloc[0]\n",
    "premav = (mdf['mav8'].iloc[0] + mdf['mav16'].iloc[0]) / 2.0\n",
    "scatter = [float('nan')]*len(mdf)\n",
    "jj = 0\n",
    "for ix, row in mdf.iterrows():\n",
    "    value = row['delta']\n",
    "    if ((value < 0 and prev > 0) or \n",
    "        (value > 0 and prev < 0)):\n",
    "        #print(ix,value,prev)\n",
    "        #print(row['mav8'],row['mav16'],premav)\n",
    "        if abs(prev) < abs(value):\n",
    "            #print('premav=',premav)\n",
    "            scatter[jj-1] = premav\n",
    "        else:\n",
    "            scatter[jj] = (row['mav8'] + row['mav16']) / 2.0\n",
    "    prev   = value\n",
    "    premav = (row['mav8'] + row['mav16']) / 2.0\n",
    "    jj += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x862.5 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ap = mpf.make_addplot(scatter,type='scatter',markersize=175,alpha=0.45,color='r')\n",
    "mpf.plot(df,type='candle',volume=True,mav=(8,16),figscale=1.5,addplot=ap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
